Graph Analytics on Manycore Memory Systems
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Access"
DOI: 10.1109/access.2018.2869463
Abstract: Graphs are ubiquitous, and graph analytics has been widely adopted in many big data applications such as social computation and natural language processing, as well as web-search and recommendation systems. Prior research focuses on processing… read more here.
Keywords: manycore memory; analytics manycore; memory systems; graph analytics ... See more keywords
Svelto: High-Level Synthesis of Multi-Threaded Accelerators for Graph Analytics
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Computers"
DOI: 10.1109/tc.2021.3057860
Abstract: Graph analytics are an emerging class of irregular applications. Operating on very large datasets, they present unique behaviors, such as fine-grained, unpredictable memory accesses, and highly unbalanced task level parallelism, that make existing high-performance general-purpose… read more here.
Keywords: level; level synthesis; accelerators graph; graph analytics ... See more keywords
A Comprehensive Survey of Graph Embedding: Problems, Techniques, and Applications
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Transactions on Knowledge and Data Engineering"
DOI: 10.1109/tkde.2018.2807452
Abstract: Graph is an important data representation which appears in a wide diversity of real-world scenarios. Effective graph analytics provides users a deeper understanding of what is behind the data, and thus can benefit a lot… read more here.
Keywords: comprehensive survey; graph embedding; survey graph; graph ... See more keywords
CongraPlus: Towards Efficient Processing of Concurrent Graph Queries on NUMA Machines
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Transactions on Parallel and Distributed Systems"
DOI: 10.1109/tpds.2019.2899595
Abstract: Graph analytics has been routinely used to solve problems in a wide range of real-life applications. Efficiently processing concurrent graph analytics queries in a multiuser environment is highly desirable as we enter a world of… read more here.
Keywords: memory bandwidth; processing concurrent; concurrent graph; graph ... See more keywords